Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 24 |
|---|---|
| Categorical | 1 |
water_supply is highly overall correlated with Households and 6 other fields | High correlation |
Total_Population is highly overall correlated with Households and 9 other fields | High correlation |
Households is highly overall correlated with water_supply and 13 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 13 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 11 other fields | High correlation |
Female_Population is highly overall correlated with Total_Population and 11 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with Female_Population and 3 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 13 other fields | High correlation |
Power_usage is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Num_of_Business is highly overall correlated with Households and 8 other fields | High correlation |
Business_above_100 is highly overall correlated with Households and 8 other fields | High correlation |
annual_household_income is highly overall correlated with Total_Population and 6 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with Total_Population and 12 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with Female_Population and 3 other fields | High correlation |
personal_expense is highly overall correlated with water_supply and 13 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Households and 8 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 13 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with water_supply and 13 other fields | High correlation |
Average_Temp is highly overall correlated with Power_usage and 4 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Power_usage and 4 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 2 other fields | High correlation |
Ground_Temp is highly overall correlated with Power_usage and 3 other fields | High correlation |
Average_Wind is highly overall correlated with Average_Relative_Humadity | High correlation |
Average_Pressure is highly overall correlated with Power_usage and 3 other fields | High correlation |
complex_area is highly overall correlated with Households and 9 other fields | High correlation |
water_supply has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Reproduction
| Analysis started | 2023-09-01 02:29:55.088556 |
|---|---|
| Analysis finished | 2023-09-01 02:30:38.797387 |
| Duration | 43.71 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6646.6648 |
| Minimum | 4423.4667 |
|---|---|
| Maximum | 8272.5161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 4423.4667 |
|---|---|
| 5-th percentile | 5282.6952 |
| Q1 | 6258.4283 |
| median | 6693.5167 |
| Q3 | 7077.3917 |
| 95-th percentile | 7736.1597 |
| Maximum | 8272.5161 |
| Range | 3849.0495 |
| Interquartile range (IQR) | 818.96341 |
Descriptive statistics
| Standard deviation | 709.21752 |
|---|---|
| Coefficient of variation (CV) | 0.10670277 |
| Kurtosis | 0.46685733 |
| Mean | 6646.6648 |
| Median Absolute Deviation (MAD) | 411.06774 |
| Skewness | -0.45883224 |
| Sum | 957119.73 |
| Variance | 502989.49 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5828.83871 | 1 | 0.7% |
| 5624.964286 | 1 | 0.7% |
| 6684.033333 | 1 | 0.7% |
| 6820.225806 | 1 | 0.7% |
| 6876.133333 | 1 | 0.7% |
| 6745.645161 | 1 | 0.7% |
| 7002.903226 | 1 | 0.7% |
| 7685.678571 | 1 | 0.7% |
| 7200 | 1 | 0.7% |
| 6521.133333 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 4423.466667 | 1 | |
| 4741.741935 | 1 | |
| 4985.833333 | 1 | |
| 5036.870968 | 1 | |
| 5038.419355 | 1 | |
| 5075.5 | 1 | |
| 5107.580645 | 1 | |
| 5253.967742 | 1 | |
| 5445.483871 | 1 | |
| 5496 | 1 |
| Value | Count | Frequency (%) |
| 8272.516129 | 1 | |
| 8123 | 1 | |
| 7998.357143 | 1 | |
| 7929.903226 | 1 | |
| 7801.3 | 1 | |
| 7793.166667 | 1 | |
| 7773.419355 | 1 | |
| 7736.677419 | 1 | |
| 7733.225806 | 1 | |
| 7723.551724 | 1 |
Total_Population
Real number (ℝ)
| Distinct | 136 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22988.097 |
| Minimum | 21695 |
|---|---|
| Maximum | 23628 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 21695 |
|---|---|
| 5-th percentile | 21903.2 |
| Q1 | 22798.75 |
| median | 23193 |
| Q3 | 23290.25 |
| 95-th percentile | 23451.7 |
| Maximum | 23628 |
| Range | 1933 |
| Interquartile range (IQR) | 491.5 |
Descriptive statistics
| Standard deviation | 485.06929 |
|---|---|
| Coefficient of variation (CV) | 0.021100889 |
| Kurtosis | 0.50023617 |
| Mean | 22988.097 |
| Median Absolute Deviation (MAD) | 137 |
| Skewness | -1.2986178 |
| Sum | 3310286 |
| Variance | 235292.21 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23254 | 2 | 1.4% |
| 23191 | 2 | 1.4% |
| 22277 | 2 | 1.4% |
| 23314 | 2 | 1.4% |
| 23195 | 2 | 1.4% |
| 23251 | 2 | 1.4% |
| 23174 | 2 | 1.4% |
| 23257 | 2 | 1.4% |
| 22766 | 1 | 0.7% |
| 22768 | 1 | 0.7% |
| Other values (126) | 126 |
| Value | Count | Frequency (%) |
| 21695 | 1 | |
| 21723 | 1 | |
| 21731 | 1 | |
| 21755 | 1 | |
| 21811 | 1 | |
| 21854 | 1 | |
| 21880 | 1 | |
| 21902 | 1 | |
| 21910 | 1 | |
| 21946 | 1 |
| Value | Count | Frequency (%) |
| 23628 | 1 | |
| 23529 | 1 | |
| 23522 | 1 | |
| 23511 | 1 | |
| 23478 | 1 | |
| 23472 | 1 | |
| 23470 | 1 | |
| 23452 | 1 | |
| 23450 | 1 | |
| 23449 | 1 |
Households
Real number (ℝ)
| Distinct | 121 |
|---|---|
| Distinct (%) | 84.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10920.333 |
| Minimum | 10347 |
|---|---|
| Maximum | 11584 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 10347 |
|---|---|
| 5-th percentile | 10411.6 |
| Q1 | 10474 |
| median | 10911.5 |
| Q3 | 11282.75 |
| 95-th percentile | 11557 |
| Maximum | 11584 |
| Range | 1237 |
| Interquartile range (IQR) | 808.75 |
Descriptive statistics
| Standard deviation | 396.77545 |
|---|---|
| Coefficient of variation (CV) | 0.036333639 |
| Kurtosis | -1.3951494 |
| Mean | 10920.333 |
| Median Absolute Deviation (MAD) | 387 |
| Skewness | 0.094752251 |
| Sum | 1572528 |
| Variance | 157430.76 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10466 | 3 | 2.1% |
| 11289 | 3 | 2.1% |
| 10464 | 2 | 1.4% |
| 10892 | 2 | 1.4% |
| 10439 | 2 | 1.4% |
| 11301 | 2 | 1.4% |
| 10751 | 2 | 1.4% |
| 10451 | 2 | 1.4% |
| 11132 | 2 | 1.4% |
| 10475 | 2 | 1.4% |
| Other values (111) | 122 |
| Value | Count | Frequency (%) |
| 10347 | 1 | |
| 10353 | 1 | |
| 10364 | 1 | |
| 10389 | 1 | |
| 10390 | 1 | |
| 10399 | 1 | |
| 10401 | 1 | |
| 10411 | 1 | |
| 10415 | 1 | |
| 10438 | 1 |
| Value | Count | Frequency (%) |
| 11584 | 1 | |
| 11581 | 2 | |
| 11572 | 1 | |
| 11568 | 1 | |
| 11566 | 1 | |
| 11561 | 1 | |
| 11557 | 2 | |
| 11554 | 1 | |
| 11551 | 1 | |
| 11529 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1090628 |
| Minimum | 1.8728419 |
|---|---|
| Maximum | 2.2690635 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.8728419 |
|---|---|
| 5-th percentile | 1.8967597 |
| Q1 | 2.0252634 |
| median | 2.1335289 |
| Q3 | 2.214523 |
| 95-th percentile | 2.249159 |
| Maximum | 2.2690635 |
| Range | 0.39622165 |
| Interquartile range (IQR) | 0.18925967 |
Descriptive statistics
| Standard deviation | 0.11325514 |
|---|---|
| Coefficient of variation (CV) | 0.053699273 |
| Kurtosis | -0.86987598 |
| Mean | 2.1090628 |
| Median Absolute Deviation (MAD) | 0.084215849 |
| Skewness | -0.54921502 |
| Sum | 303.70504 |
| Variance | 0.012826726 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.269063497 | 1 | 0.7% |
| 2.267168937 | 1 | 0.7% |
| 2.072403881 | 1 | 0.7% |
| 2.072243688 | 1 | 0.7% |
| 2.069823868 | 1 | 0.7% |
| 2.064160086 | 1 | 0.7% |
| 2.05745787 | 1 | 0.7% |
| 2.054410183 | 1 | 0.7% |
| 2.049334167 | 1 | 0.7% |
| 2.048099233 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.872841851 | 1 | |
| 1.875744754 | 1 | |
| 1.876435541 | 1 | |
| 1.880944147 | 1 | |
| 1.886601505 | 1 | |
| 1.890975167 | 1 | |
| 1.893224885 | 1 | |
| 1.896112891 | 1 | |
| 1.900425015 | 1 | |
| 1.9037127 | 1 |
| Value | Count | Frequency (%) |
| 2.269063497 | 1 | |
| 2.267168937 | 1 | |
| 2.264569664 | 1 | |
| 2.262621406 | 1 | |
| 2.259341082 | 1 | |
| 2.25175228 | 1 | |
| 2.249783675 | 1 | |
| 2.249783425 | 1 | |
| 2.245620789 | 1 | |
| 2.236299408 | 1 |
Male_Population
Real number (ℝ)
| Distinct | 125 |
|---|---|
| Distinct (%) | 86.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11421.826 |
| Minimum | 10812 |
|---|---|
| Maximum | 11748 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 10812 |
|---|---|
| 5-th percentile | 10926.5 |
| Q1 | 11347.25 |
| median | 11512 |
| Q3 | 11550.5 |
| 95-th percentile | 11677.7 |
| Maximum | 11748 |
| Range | 936 |
| Interquartile range (IQR) | 203.25 |
Descriptive statistics
| Standard deviation | 228.49692 |
|---|---|
| Coefficient of variation (CV) | 0.020005288 |
| Kurtosis | 0.40485292 |
| Mean | 11421.826 |
| Median Absolute Deviation (MAD) | 76 |
| Skewness | -1.1724098 |
| Sum | 1644743 |
| Variance | 52210.844 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11557 | 3 | 2.1% |
| 11523 | 2 | 1.4% |
| 11384 | 2 | 1.4% |
| 11493 | 2 | 1.4% |
| 11276 | 2 | 1.4% |
| 11509 | 2 | 1.4% |
| 11511 | 2 | 1.4% |
| 11525 | 2 | 1.4% |
| 11522 | 2 | 1.4% |
| 11553 | 2 | 1.4% |
| Other values (115) | 123 |
| Value | Count | Frequency (%) |
| 10812 | 1 | |
| 10822 | 1 | |
| 10830 | 1 | |
| 10852 | 1 | |
| 10882 | 1 | |
| 10906 | 1 | |
| 10922 | 1 | |
| 10925 | 1 | |
| 10935 | 1 | |
| 10946 | 1 |
| Value | Count | Frequency (%) |
| 11748 | 1 | |
| 11740 | 1 | |
| 11735 | 1 | |
| 11734 | 1 | |
| 11718 | 1 | |
| 11696 | 1 | |
| 11681 | 1 | |
| 11678 | 1 | |
| 11676 | 1 | |
| 11665 | 1 |
Female_Population
Real number (ℝ)
| Distinct | 119 |
|---|---|
| Distinct (%) | 82.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11566.271 |
| Minimum | 10883 |
|---|---|
| Maximum | 11947 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 10883 |
|---|---|
| 5-th percentile | 10975.3 |
| Q1 | 11462 |
| median | 11677.5 |
| Q3 | 11738 |
| 95-th percentile | 11811 |
| Maximum | 11947 |
| Range | 1064 |
| Interquartile range (IQR) | 276 |
Descriptive statistics
| Standard deviation | 259.91072 |
|---|---|
| Coefficient of variation (CV) | 0.022471437 |
| Kurtosis | 0.51784704 |
| Mean | 11566.271 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | -1.3067658 |
| Sum | 1665543 |
| Variance | 67553.583 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11708 | 3 | 2.1% |
| 11742 | 3 | 2.1% |
| 11682 | 2 | 1.4% |
| 11664 | 2 | 1.4% |
| 11821 | 2 | 1.4% |
| 11693 | 2 | 1.4% |
| 11712 | 2 | 1.4% |
| 11735 | 2 | 1.4% |
| 11122 | 2 | 1.4% |
| 11677 | 2 | 1.4% |
| Other values (109) | 122 |
| Value | Count | Frequency (%) |
| 10883 | 1 | |
| 10901 | 2 | |
| 10903 | 1 | |
| 10929 | 1 | |
| 10948 | 1 | |
| 10958 | 1 | |
| 10975 | 1 | |
| 10977 | 1 | |
| 11000 | 1 | |
| 11048 | 1 |
| Value | Count | Frequency (%) |
| 11947 | 1 | |
| 11869 | 1 | |
| 11859 | 1 | |
| 11841 | 1 | |
| 11825 | 1 | |
| 11821 | 2 | |
| 11814 | 1 | |
| 11794 | 1 | |
| 11783 | 1 | |
| 11782 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.98757977 |
| Minimum | 0.97731681 |
|---|---|
| Maximum | 1.0015345 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.97731681 |
|---|---|
| 5-th percentile | 0.98026665 |
| Q1 | 0.98264569 |
| median | 0.9874036 |
| Q3 | 0.99198012 |
| 95-th percentile | 0.99631516 |
| Maximum | 1.0015345 |
| Range | 0.024217721 |
| Interquartile range (IQR) | 0.0093344219 |
Descriptive statistics
| Standard deviation | 0.0054605802 |
|---|---|
| Coefficient of variation (CV) | 0.0055292549 |
| Kurtosis | -0.97776374 |
| Mean | 0.98757977 |
| Median Absolute Deviation (MAD) | 0.0046919095 |
| Skewness | 0.22803677 |
| Sum | 142.21149 |
| Variance | 2.9817937 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.001534527 | 1 | 0.7% |
| 0.9996592264 | 1 | 0.7% |
| 0.9841747656 | 1 | 0.7% |
| 0.9841693195 | 1 | 0.7% |
| 0.983380694 | 1 | 0.7% |
| 0.9842146123 | 1 | 0.7% |
| 0.9840089895 | 1 | 0.7% |
| 0.9848445484 | 1 | 0.7% |
| 0.9849376731 | 1 | 0.7% |
| 0.9870995671 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.9773168058 | 1 | |
| 0.9777349962 | 1 | |
| 0.9785010197 | 1 | |
| 0.979092602 | 1 | |
| 0.9797885835 | 1 | |
| 0.9799063431 | 1 | |
| 0.9800102076 | 1 | |
| 0.9802418668 | 1 | |
| 0.9804070602 | 1 | |
| 0.9804538115 | 1 |
| Value | Count | Frequency (%) |
| 1.001534527 | 1 | |
| 0.9996592264 | 1 | |
| 0.9971068754 | 1 | |
| 0.9969990568 | 1 | |
| 0.996714729 | 1 | |
| 0.9964352402 | 1 | |
| 0.9963553531 | 1 | |
| 0.9963272976 | 1 | |
| 0.9962463743 | 1 | |
| 0.9961636829 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 73 |
|---|---|
| Distinct (%) | 50.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.008333 |
| Minimum | 26.9 |
|---|---|
| Maximum | 35.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 26.9 |
|---|---|
| 5-th percentile | 27.1 |
| Q1 | 28.075 |
| median | 29.4 |
| Q3 | 31.5 |
| 95-th percentile | 34.685 |
| Maximum | 35.6 |
| Range | 8.7 |
| Interquartile range (IQR) | 3.425 |
Descriptive statistics
| Standard deviation | 2.4055152 |
|---|---|
| Coefficient of variation (CV) | 0.080161574 |
| Kurtosis | -0.56967331 |
| Mean | 30.008333 |
| Median Absolute Deviation (MAD) | 1.65 |
| Skewness | 0.69175432 |
| Sum | 4321.2 |
| Variance | 5.7865035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27.1 | 7 | 4.9% |
| 28.7 | 6 | 4.2% |
| 28.6 | 6 | 4.2% |
| 28.5 | 6 | 4.2% |
| 31.1 | 5 | 3.5% |
| 27.3 | 5 | 3.5% |
| 29.7 | 3 | 2.1% |
| 29.4 | 3 | 2.1% |
| 29.9 | 3 | 2.1% |
| 29.2 | 3 | 2.1% |
| Other values (63) | 97 |
| Value | Count | Frequency (%) |
| 26.9 | 2 | 1.4% |
| 27 | 3 | |
| 27.1 | 7 | |
| 27.2 | 3 | |
| 27.3 | 5 | |
| 27.4 | 2 | 1.4% |
| 27.5 | 3 | |
| 27.6 | 1 | 0.7% |
| 27.7 | 1 | 0.7% |
| 27.8 | 3 |
| Value | Count | Frequency (%) |
| 35.6 | 1 | |
| 35.4 | 1 | |
| 35.3 | 1 | |
| 35.1 | 1 | |
| 35 | 1 | |
| 34.9 | 1 | |
| 34.8 | 1 | |
| 34.7 | 1 | |
| 34.6 | 2 | |
| 34.5 | 1 |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16586040 |
| Minimum | 9865000 |
|---|---|
| Maximum | 27427931 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 9865000 |
|---|---|
| 5-th percentile | 10868250 |
| Q1 | 13434500 |
| median | 15388588 |
| Q3 | 19585250 |
| 95-th percentile | 25113573 |
| Maximum | 27427931 |
| Range | 17562931 |
| Interquartile range (IQR) | 6150750 |
Descriptive statistics
| Standard deviation | 4337907.5 |
|---|---|
| Coefficient of variation (CV) | 0.26153968 |
| Kurtosis | -0.43769025 |
| Mean | 16586040 |
| Median Absolute Deviation (MAD) | 3054582.5 |
| Skewness | 0.60246553 |
| Sum | 2.3883897 × 109 |
| Variance | 1.8817441 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18360000 | 1 | 0.7% |
| 17157000 | 1 | 0.7% |
| 14619798 | 1 | 0.7% |
| 14713048 | 1 | 0.7% |
| 19005941 | 1 | 0.7% |
| 24073654 | 1 | 0.7% |
| 26907628 | 1 | 0.7% |
| 27427931 | 1 | 0.7% |
| 21651808 | 1 | 0.7% |
| 18874399 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 9865000 | 1 | |
| 9935000 | 1 | |
| 10235000 | 1 | |
| 10433000 | 1 | |
| 10509000 | 1 | |
| 10572000 | 1 | |
| 10752000 | 1 | |
| 10854000 | 1 | |
| 10949000 | 1 | |
| 10958000 | 1 |
| Value | Count | Frequency (%) |
| 27427931 | 1 | |
| 27164211 | 1 | |
| 26907628 | 1 | |
| 26133879 | 1 | |
| 25203097 | 1 | |
| 25188141 | 1 | |
| 25181784 | 1 | |
| 25156535 | 1 | |
| 24870124 | 1 | |
| 24608824 | 1 |
Num_of_Business
Real number (ℝ)
| Distinct | 133 |
|---|---|
| Distinct (%) | 92.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1114.5 |
| Minimum | 575 |
|---|---|
| Maximum | 1755 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 575 |
|---|---|
| 5-th percentile | 806.75 |
| Q1 | 929.75 |
| median | 1122 |
| Q3 | 1248 |
| 95-th percentile | 1471.35 |
| Maximum | 1755 |
| Range | 1180 |
| Interquartile range (IQR) | 318.25 |
Descriptive statistics
| Standard deviation | 220.13407 |
|---|---|
| Coefficient of variation (CV) | 0.19751823 |
| Kurtosis | 0.092634614 |
| Mean | 1114.5 |
| Median Absolute Deviation (MAD) | 156 |
| Skewness | 0.32273611 |
| Sum | 160488 |
| Variance | 48459.007 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 874 | 3 | 2.1% |
| 1122 | 2 | 1.4% |
| 1173 | 2 | 1.4% |
| 1262 | 2 | 1.4% |
| 1023 | 2 | 1.4% |
| 1205 | 2 | 1.4% |
| 901 | 2 | 1.4% |
| 821 | 2 | 1.4% |
| 1236 | 2 | 1.4% |
| 1007 | 2 | 1.4% |
| Other values (123) | 123 |
| Value | Count | Frequency (%) |
| 575 | 1 | |
| 620 | 1 | |
| 757 | 1 | |
| 762 | 1 | |
| 764 | 1 | |
| 765 | 1 | |
| 783 | 1 | |
| 806 | 1 | |
| 811 | 1 | |
| 821 | 2 |
| Value | Count | Frequency (%) |
| 1755 | 1 | |
| 1726 | 1 | |
| 1707 | 1 | |
| 1558 | 1 | |
| 1545 | 1 | |
| 1544 | 1 | |
| 1479 | 1 | |
| 1473 | 1 | |
| 1462 | 1 | |
| 1454 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2708333 |
| Minimum | 1 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9.85 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.987664 |
|---|---|
| Coefficient of variation (CV) | 0.91342595 |
| Kurtosis | 2.3509684 |
| Mean | 3.2708333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.6739439 |
| Sum | 471 |
| Variance | 8.9261364 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 1 | 58 | |
| 3 | 24 | |
| 2 | 17 | 11.8% |
| 4 | 14 | 9.7% |
| 8 | 8 | 5.6% |
| 5 | 6 | 4.2% |
| 6 | 6 | 4.2% |
| 13 | 4 | 2.8% |
| 9 | 2 | 1.4% |
| 11 | 2 | 1.4% |
| Other values (3) | 3 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 58 | |
| 2 | 17 | 11.8% |
| 3 | 24 | |
| 4 | 14 | 9.7% |
| 5 | 6 | 4.2% |
| 6 | 6 | 4.2% |
| 7 | 1 | 0.7% |
| 8 | 8 | 5.6% |
| 9 | 2 | 1.4% |
| 10 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 13 | 4 | 2.8% |
| 12 | 1 | 0.7% |
| 11 | 2 | 1.4% |
| 10 | 1 | 0.7% |
| 9 | 2 | 1.4% |
| 8 | 8 | |
| 7 | 1 | 0.7% |
| 6 | 6 | |
| 5 | 6 | |
| 4 | 14 |
complex_area
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.3 KiB |
| 485855.0 | |
|---|---|
| 485488.0 | |
| 346308.0 | |
| 485854.0 | |
| 495708.0 | 6 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 1152 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 346308.0 |
|---|---|
| 2nd row | 346308.0 |
| 3rd row | 346308.0 |
| 4th row | 346308.0 |
| 5th row | 346308.0 |
Common Values
| Value | Count | Frequency (%) |
| 485855.0 | 73 | |
| 485488.0 | 29 | 20.1% |
| 346308.0 | 20 | 13.9% |
| 485854.0 | 16 | 11.1% |
| 495708.0 | 6 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 485855.0 | 73 | |
| 485488.0 | 29 | 20.1% |
| 346308.0 | 20 | 13.9% |
| 485854.0 | 16 | 11.1% |
| 495708.0 | 6 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 291 | |
| 5 | 286 | |
| 4 | 189 | |
| 0 | 170 | |
| . | 144 | |
| 3 | 40 | 3.5% |
| 6 | 20 | 1.7% |
| 9 | 6 | 0.5% |
| 7 | 6 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1008 | |
| Other Punctuation | 144 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 291 | |
| 5 | 286 | |
| 4 | 189 | |
| 0 | 170 | |
| 3 | 40 | 4.0% |
| 6 | 20 | 2.0% |
| 9 | 6 | 0.6% |
| 7 | 6 | 0.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 144 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1152 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 291 | |
| 5 | 286 | |
| 4 | 189 | |
| 0 | 170 | |
| . | 144 | |
| 3 | 40 | 3.5% |
| 6 | 20 | 1.7% |
| 9 | 6 | 0.5% |
| 7 | 6 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1152 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 291 | |
| 5 | 286 | |
| 4 | 189 | |
| 0 | 170 | |
| . | 144 | |
| 3 | 40 | 3.5% |
| 6 | 20 | 1.7% |
| 9 | 6 | 0.5% |
| 7 | 6 | 0.5% |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 783.83333 |
| Minimum | 470 |
|---|---|
| Maximum | 1213 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 470 |
|---|---|
| 5-th percentile | 470 |
| Q1 | 620 |
| median | 765 |
| Q3 | 853.5 |
| 95-th percentile | 1213 |
| Maximum | 1213 |
| Range | 743 |
| Interquartile range (IQR) | 233.5 |
Descriptive statistics
| Standard deviation | 221.38578 |
|---|---|
| Coefficient of variation (CV) | 0.28243987 |
| Kurtosis | -0.4274235 |
| Mean | 783.83333 |
| Median Absolute Deviation (MAD) | 117 |
| Skewness | 0.67289828 |
| Sum | 112872 |
| Variance | 49011.664 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 840 | 12 | |
| 838 | 12 | |
| 861 | 12 | |
| 851 | 12 | |
| 470 | 12 | |
| 553 | 12 | |
| 599 | 12 | |
| 627 | 12 | |
| 685 | 12 | |
| 692 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 470 | 12 | |
| 553 | 12 | |
| 599 | 12 | |
| 627 | 12 | |
| 685 | 12 | |
| 692 | 12 | |
| 838 | 12 | |
| 840 | 12 | |
| 851 | 12 | |
| 861 | 12 |
| Value | Count | Frequency (%) |
| 1213 | 12 | |
| 1177 | 12 | |
| 861 | 12 | |
| 851 | 12 | |
| 840 | 12 | |
| 838 | 12 | |
| 692 | 12 | |
| 685 | 12 | |
| 627 | 12 | |
| 599 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 246 |
| Minimum | 143 |
|---|---|
| Maximum | 303 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 143 |
|---|---|
| 5-th percentile | 143 |
| Q1 | 225.25 |
| median | 268.5 |
| Q3 | 276 |
| 95-th percentile | 303 |
| Maximum | 303 |
| Range | 160 |
| Interquartile range (IQR) | 50.75 |
Descriptive statistics
| Standard deviation | 45.348071 |
|---|---|
| Coefficient of variation (CV) | 0.18434175 |
| Kurtosis | 0.013426047 |
| Mean | 246 |
| Median Absolute Deviation (MAD) | 25.5 |
| Skewness | -0.98176134 |
| Sum | 35424 |
| Variance | 2056.4476 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 272 | 24 | |
| 276 | 24 | |
| 265 | 12 | |
| 232 | 12 | |
| 285 | 12 | |
| 303 | 12 | |
| 226 | 12 | |
| 223 | 12 | |
| 179 | 12 | |
| 143 | 12 |
| Value | Count | Frequency (%) |
| 143 | 12 | |
| 179 | 12 | |
| 223 | 12 | |
| 226 | 12 | |
| 232 | 12 | |
| 265 | 12 | |
| 272 | 24 | |
| 276 | 24 | |
| 285 | 12 | |
| 303 | 12 |
| Value | Count | Frequency (%) |
| 303 | 12 | |
| 285 | 12 | |
| 276 | 24 | |
| 272 | 24 | |
| 265 | 12 | |
| 232 | 12 | |
| 226 | 12 | |
| 223 | 12 | |
| 179 | 12 | |
| 143 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1381081 |
| Minimum | 0.86666667 |
|---|---|
| Maximum | 1.5505618 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.86666667 |
|---|---|
| 5-th percentile | 0.86666667 |
| Q1 | 1.0692925 |
| median | 1.1116708 |
| Q3 | 1.2147614 |
| 95-th percentile | 1.5505618 |
| Maximum | 1.5505618 |
| Range | 0.68389513 |
| Interquartile range (IQR) | 0.14546891 |
Descriptive statistics
| Standard deviation | 0.17749871 |
|---|---|
| Coefficient of variation (CV) | 0.15595945 |
| Kurtosis | 0.44274952 |
| Mean | 1.1381081 |
| Median Absolute Deviation (MAD) | 0.094666044 |
| Skewness | 0.66150036 |
| Sum | 163.88756 |
| Variance | 0.031505792 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1.099585062 | 12 | |
| 1.138075314 | 12 | |
| 0.8957528958 | 12 | |
| 1.104 | 12 | |
| 1.223175966 | 12 | |
| 1.340707965 | 12 | |
| 1.119341564 | 12 | |
| 1.550561798 | 12 | |
| 1.022624434 | 12 | |
| 1.211956522 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.8666666667 | 12 | |
| 0.8957528958 | 12 | |
| 1.022624434 | 12 | |
| 1.084848485 | 12 | |
| 1.099585062 | 12 | |
| 1.104 | 12 | |
| 1.119341564 | 12 | |
| 1.138075314 | 12 | |
| 1.211956522 | 12 | |
| 1.223175966 | 12 |
| Value | Count | Frequency (%) |
| 1.550561798 | 12 | |
| 1.340707965 | 12 | |
| 1.223175966 | 12 | |
| 1.211956522 | 12 | |
| 1.138075314 | 12 | |
| 1.119341564 | 12 | |
| 1.104 | 12 | |
| 1.099585062 | 12 | |
| 1.084848485 | 12 | |
| 1.022624434 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31994861 |
| Minimum | 22910253 |
|---|---|
| Maximum | 46310342 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 22910253 |
|---|---|
| 5-th percentile | 22910253 |
| Q1 | 24750036 |
| median | 29365700 |
| Q3 | 37756028 |
| 95-th percentile | 46310342 |
| Maximum | 46310342 |
| Range | 23400089 |
| Interquartile range (IQR) | 13005992 |
Descriptive statistics
| Standard deviation | 8469612.1 |
|---|---|
| Coefficient of variation (CV) | 0.26471789 |
| Kurtosis | -1.153749 |
| Mean | 31994861 |
| Median Absolute Deviation (MAD) | 5801434 |
| Skewness | 0.61177096 |
| Sum | 4.6072599 × 109 |
| Variance | 7.1734329 × 1013 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 22910253 | 12 | |
| 23317633 | 12 | |
| 23810900 | 12 | |
| 25063081 | 12 | |
| 26446049 | 12 | |
| 27637435 | 12 | |
| 31093966 | 12 | |
| 32637526 | 12 | |
| 35841797 | 12 | |
| 43498720 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 22910253 | 12 | |
| 23317633 | 12 | |
| 23810900 | 12 | |
| 25063081 | 12 | |
| 26446049 | 12 | |
| 27637435 | 12 | |
| 31093966 | 12 | |
| 32637526 | 12 | |
| 35841797 | 12 | |
| 43498720 | 12 |
| Value | Count | Frequency (%) |
| 46310342 | 12 | |
| 45370627 | 12 | |
| 43498720 | 12 | |
| 35841797 | 12 | |
| 32637526 | 12 | |
| 31093966 | 12 | |
| 27637435 | 12 | |
| 26446049 | 12 | |
| 25063081 | 12 | |
| 23810900 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 185.28333 |
| Minimum | 116.2 |
|---|---|
| Maximum | 270.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 116.2 |
|---|---|
| 5-th percentile | 116.2 |
| Q1 | 125.125 |
| median | 193.45 |
| Q3 | 224.125 |
| 95-th percentile | 270.6 |
| Maximum | 270.6 |
| Range | 154.4 |
| Interquartile range (IQR) | 99 |
Descriptive statistics
| Standard deviation | 52.638849 |
|---|---|
| Coefficient of variation (CV) | 0.28409921 |
| Kurtosis | -1.4284148 |
| Mean | 185.28333 |
| Median Absolute Deviation (MAD) | 41.3 |
| Skewness | -0.066124058 |
| Sum | 26680.8 |
| Variance | 2770.8484 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 116.2 | 12 | |
| 118.9 | 12 | |
| 119.2 | 12 | |
| 127.1 | 12 | |
| 242 | 12 | |
| 214.1 | 12 | |
| 223 | 12 | |
| 220.2 | 12 | |
| 227.5 | 12 | |
| 270.6 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 116.2 | 12 | |
| 118.9 | 12 | |
| 119.2 | 12 | |
| 127.1 | 12 | |
| 171.8 | 12 | |
| 172.8 | 12 | |
| 214.1 | 12 | |
| 220.2 | 12 | |
| 223 | 12 | |
| 227.5 | 12 |
| Value | Count | Frequency (%) |
| 270.6 | 12 | |
| 242 | 12 | |
| 227.5 | 12 | |
| 223 | 12 | |
| 220.2 | 12 | |
| 214.1 | 12 | |
| 172.8 | 12 | |
| 171.8 | 12 | |
| 127.1 | 12 | |
| 119.2 | 12 |
employment_ratio
Real number (ℝ)
| Distinct | 133 |
|---|---|
| Distinct (%) | 92.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3035.7083 |
| Minimum | 2222 |
|---|---|
| Maximum | 4002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2222 |
|---|---|
| 5-th percentile | 2430.3 |
| Q1 | 2611.25 |
| median | 2895.5 |
| Q3 | 3508.5 |
| 95-th percentile | 3948.35 |
| Maximum | 4002 |
| Range | 1780 |
| Interquartile range (IQR) | 897.25 |
Descriptive statistics
| Standard deviation | 504.28627 |
|---|---|
| Coefficient of variation (CV) | 0.16611816 |
| Kurtosis | -1.0478699 |
| Mean | 3035.7083 |
| Median Absolute Deviation (MAD) | 360.5 |
| Skewness | 0.48933678 |
| Sum | 437142 |
| Variance | 254304.64 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2535 | 3 | 2.1% |
| 3492 | 2 | 1.4% |
| 2388 | 2 | 1.4% |
| 3104 | 2 | 1.4% |
| 2449 | 2 | 1.4% |
| 2435 | 2 | 1.4% |
| 2884 | 2 | 1.4% |
| 3616 | 2 | 1.4% |
| 2613 | 2 | 1.4% |
| 3535 | 2 | 1.4% |
| Other values (123) | 123 |
| Value | Count | Frequency (%) |
| 2222 | 1 | |
| 2264 | 1 | |
| 2317 | 1 | |
| 2374 | 1 | |
| 2388 | 2 | |
| 2408 | 1 | |
| 2430 | 1 | |
| 2432 | 1 | |
| 2433 | 1 | |
| 2435 | 2 |
| Value | Count | Frequency (%) |
| 4002 | 1 | |
| 3995 | 1 | |
| 3991 | 1 | |
| 3990 | 1 | |
| 3989 | 1 | |
| 3976 | 1 | |
| 3962 | 1 | |
| 3953 | 1 | |
| 3922 | 1 | |
| 3914 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13252678 |
| Minimum | 0.094641792 |
|---|---|
| Maximum | 0.18363595 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.094641792 |
|---|---|
| 5-th percentile | 0.10366987 |
| Q1 | 0.11228156 |
| median | 0.12442491 |
| Q3 | 0.15410125 |
| 95-th percentile | 0.18001475 |
| Maximum | 0.18363595 |
| Range | 0.088994153 |
| Interquartile range (IQR) | 0.041819685 |
Descriptive statistics
| Standard deviation | 0.024840369 |
|---|---|
| Coefficient of variation (CV) | 0.1874366 |
| Kurtosis | -0.87458326 |
| Mean | 0.13252678 |
| Median Absolute Deviation (MAD) | 0.015935576 |
| Skewness | 0.63504002 |
| Sum | 19.083856 |
| Variance | 0.00061704394 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.09464179232 | 1 | 0.7% |
| 0.09645535106 | 1 | 0.7% |
| 0.1355006502 | 1 | 0.7% |
| 0.1440898448 | 1 | 0.7% |
| 0.1460947336 | 1 | 0.7% |
| 0.1408511933 | 1 | 0.7% |
| 0.1352328672 | 1 | 0.7% |
| 0.139403988 | 1 | 0.7% |
| 0.1452682076 | 1 | 0.7% |
| 0.1540237898 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.09464179232 | 1 | |
| 0.09645535106 | 1 | |
| 0.09963448721 | 1 | |
| 0.1015658424 | 1 | |
| 0.1022522908 | 1 | |
| 0.1028645272 | 1 | |
| 0.1035075653 | 1 | |
| 0.1035364295 | 1 | |
| 0.1044260617 | 1 | |
| 0.1045058202 | 1 |
| Value | Count | Frequency (%) |
| 0.1836359458 | 1 | |
| 0.1836086696 | 1 | |
| 0.1823873314 | 1 | |
| 0.1819346573 | 1 | |
| 0.1812388244 | 1 | |
| 0.1806038179 | 1 | |
| 0.1805059052 | 1 | |
| 0.1802619693 | 1 | |
| 0.1786138252 | 1 | |
| 0.1776051188 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.045139 |
| Minimum | -8.8 |
|---|---|
| Maximum | 25.4 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 25 |
| Negative (%) | 17.4% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -8.8 |
|---|---|
| 5-th percentile | -2.97 |
| Q1 | 1.95 |
| median | 11.65 |
| Q3 | 20.1 |
| 95-th percentile | 24.485 |
| Maximum | 25.4 |
| Range | 34.2 |
| Interquartile range (IQR) | 18.15 |
Descriptive statistics
| Standard deviation | 9.4911872 |
|---|---|
| Coefficient of variation (CV) | 0.85930899 |
| Kurtosis | -1.3165222 |
| Mean | 11.045139 |
| Median Absolute Deviation (MAD) | 8.45 |
| Skewness | -0.09880487 |
| Sum | 1590.5 |
| Variance | 90.082634 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.1 | 4 | 2.8% |
| -2.4 | 4 | 2.8% |
| 25.4 | 3 | 2.1% |
| 17.6 | 3 | 2.1% |
| 11.1 | 3 | 2.1% |
| 12.6 | 3 | 2.1% |
| 23.1 | 2 | 1.4% |
| 6.4 | 2 | 1.4% |
| 23.9 | 2 | 1.4% |
| 16.5 | 2 | 1.4% |
| Other values (104) | 116 |
| Value | Count | Frequency (%) |
| -8.8 | 1 | 0.7% |
| -5 | 1 | 0.7% |
| -3.9 | 2 | |
| -3.7 | 1 | 0.7% |
| -3.3 | 2 | |
| -3 | 1 | 0.7% |
| -2.8 | 1 | 0.7% |
| -2.4 | 4 | |
| -2.3 | 1 | 0.7% |
| -2.2 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 25.4 | 3 | |
| 25.3 | 1 | 0.7% |
| 25 | 1 | 0.7% |
| 24.7 | 1 | 0.7% |
| 24.5 | 2 | |
| 24.4 | 1 | 0.7% |
| 24.3 | 1 | 0.7% |
| 24.2 | 1 | 0.7% |
| 24 | 1 | 0.7% |
| 23.9 | 2 |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 139 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 128.69306 |
| Minimum | 2.6 |
|---|---|
| Maximum | 675.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.6 |
|---|---|
| 5-th percentile | 10.905 |
| Q1 | 43.175 |
| median | 86.75 |
| Q3 | 144.625 |
| 95-th percentile | 457.31 |
| Maximum | 675.9 |
| Range | 673.3 |
| Interquartile range (IQR) | 101.45 |
Descriptive statistics
| Standard deviation | 137.51794 |
|---|---|
| Coefficient of variation (CV) | 1.0685731 |
| Kurtosis | 4.2019865 |
| Mean | 128.69306 |
| Median Absolute Deviation (MAD) | 46.25 |
| Skewness | 2.0973916 |
| Sum | 18531.8 |
| Variance | 18911.183 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49.5 | 2 | 1.4% |
| 133 | 2 | 1.4% |
| 13.5 | 2 | 1.4% |
| 71.3 | 2 | 1.4% |
| 45.7 | 2 | 1.4% |
| 39.7 | 1 | 0.7% |
| 262.7 | 1 | 0.7% |
| 72.3 | 1 | 0.7% |
| 11.5 | 1 | 0.7% |
| 33.9 | 1 | 0.7% |
| Other values (129) | 129 |
| Value | Count | Frequency (%) |
| 2.6 | 1 | |
| 4.5 | 1 | |
| 4.9 | 1 | |
| 5 | 1 | |
| 5.7 | 1 | |
| 8.5 | 1 | |
| 10.6 | 1 | |
| 10.8 | 1 | |
| 11.5 | 1 | |
| 12.7 | 1 |
| Value | Count | Frequency (%) |
| 675.9 | 1 | |
| 623.4 | 1 | |
| 584.6 | 1 | |
| 565.5 | 1 | |
| 560.8 | 1 | |
| 510.8 | 1 | |
| 504 | 1 | |
| 461.6 | 1 | |
| 433 | 1 | |
| 405.6 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.708333 |
| Minimum | 57 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 57 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 67 |
| median | 75 |
| Q3 | 80 |
| 95-th percentile | 86 |
| Maximum | 92 |
| Range | 35 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 7.6321688 |
|---|---|
| Coefficient of variation (CV) | 0.10354553 |
| Kurtosis | -0.761271 |
| Mean | 73.708333 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.013461178 |
| Sum | 10614 |
| Variance | 58.25 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 75 | 11 | 7.6% |
| 66 | 9 | 6.2% |
| 81 | 9 | 6.2% |
| 78 | 8 | 5.6% |
| 67 | 7 | 4.9% |
| 83 | 7 | 4.9% |
| 80 | 7 | 4.9% |
| 76 | 7 | 4.9% |
| 68 | 6 | 4.2% |
| 73 | 5 | 3.5% |
| Other values (23) | 68 |
| Value | Count | Frequency (%) |
| 57 | 1 | 0.7% |
| 58 | 1 | 0.7% |
| 59 | 1 | 0.7% |
| 60 | 1 | 0.7% |
| 61 | 3 | 2.1% |
| 62 | 3 | 2.1% |
| 63 | 3 | 2.1% |
| 64 | 5 | |
| 65 | 5 | |
| 66 | 9 |
| Value | Count | Frequency (%) |
| 92 | 1 | 0.7% |
| 90 | 1 | 0.7% |
| 89 | 1 | 0.7% |
| 88 | 2 | 1.4% |
| 86 | 4 | |
| 85 | 1 | 0.7% |
| 83 | 7 | |
| 82 | 5 | |
| 81 | 9 | |
| 80 | 7 |
Ground_Temp
Real number (ℝ)
| Distinct | 122 |
|---|---|
| Distinct (%) | 84.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.029861 |
| Minimum | -1.2 |
|---|---|
| Maximum | 32.4 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 5 |
| Negative (%) | 3.5% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -1.2 |
|---|---|
| 5-th percentile | 0.215 |
| Q1 | 4.65 |
| median | 14.3 |
| Q3 | 23.25 |
| 95-th percentile | 27.925 |
| Maximum | 32.4 |
| Range | 33.6 |
| Interquartile range (IQR) | 18.6 |
Descriptive statistics
| Standard deviation | 9.9759086 |
|---|---|
| Coefficient of variation (CV) | 0.71104828 |
| Kurtosis | -1.434356 |
| Mean | 14.029861 |
| Median Absolute Deviation (MAD) | 9.2 |
| Skewness | 0.00073840405 |
| Sum | 2020.3 |
| Variance | 99.518752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.7 | 4 | 2.8% |
| 25.7 | 3 | 2.1% |
| 26.4 | 3 | 2.1% |
| 0.5 | 2 | 1.4% |
| 21 | 2 | 1.4% |
| 6.5 | 2 | 1.4% |
| 14.7 | 2 | 1.4% |
| 28.5 | 2 | 1.4% |
| 2.2 | 2 | 1.4% |
| 0.3 | 2 | 1.4% |
| Other values (112) | 120 |
| Value | Count | Frequency (%) |
| -1.2 | 1 | |
| -0.7 | 1 | |
| -0.6 | 1 | |
| -0.3 | 1 | |
| -0.2 | 1 | |
| 0 | 1 | |
| 0.1 | 1 | |
| 0.2 | 1 | |
| 0.3 | 2 | |
| 0.5 | 2 |
| Value | Count | Frequency (%) |
| 32.4 | 1 | |
| 31.5 | 1 | |
| 29.3 | 1 | |
| 28.9 | 1 | |
| 28.5 | 2 | |
| 28.2 | 1 | |
| 28 | 1 | |
| 27.5 | 1 | |
| 27.4 | 1 | |
| 27.3 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6923611 |
| Minimum | 1 |
|---|---|
| Maximum | 2.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 1.4 |
| median | 1.65 |
| Q3 | 1.9 |
| 95-th percentile | 2.3 |
| Maximum | 2.6 |
| Range | 1.6 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.34399542 |
|---|---|
| Coefficient of variation (CV) | 0.2032636 |
| Kurtosis | -0.22905302 |
| Mean | 1.6923611 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.37609951 |
| Sum | 243.7 |
| Variance | 0.11833285 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 1.5 | 18 | |
| 1.7 | 18 | |
| 1.4 | 17 | |
| 1.6 | 17 | |
| 2 | 12 | |
| 1.3 | 10 | |
| 1.9 | 10 | |
| 1.8 | 9 | |
| 2.1 | 8 | 5.6% |
| 2.3 | 5 | 3.5% |
| Other values (6) | 20 |
| Value | Count | Frequency (%) |
| 1 | 4 | 2.8% |
| 1.1 | 2 | 1.4% |
| 1.2 | 4 | 2.8% |
| 1.3 | 10 | |
| 1.4 | 17 | |
| 1.5 | 18 | |
| 1.6 | 17 | |
| 1.7 | 18 | |
| 1.8 | 9 | |
| 1.9 | 10 |
| Value | Count | Frequency (%) |
| 2.6 | 2 | 1.4% |
| 2.4 | 4 | 2.8% |
| 2.3 | 5 | 3.5% |
| 2.2 | 4 | 2.8% |
| 2.1 | 8 | |
| 2 | 12 | |
| 1.9 | 10 | |
| 1.8 | 9 | |
| 1.7 | 18 | |
| 1.6 | 17 |
Average_Pressure
Real number (ℝ)
| Distinct | 94 |
|---|---|
| Distinct (%) | 65.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 968.56389 |
| Minimum | 960.2 |
|---|---|
| Maximum | 976.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 960.2 |
|---|---|
| 5-th percentile | 960.9 |
| Q1 | 963.55 |
| median | 969.1 |
| Q3 | 973.025 |
| 95-th percentile | 975.4 |
| Maximum | 976.8 |
| Range | 16.6 |
| Interquartile range (IQR) | 9.475 |
Descriptive statistics
| Standard deviation | 5.0049292 |
|---|---|
| Coefficient of variation (CV) | 0.0051673713 |
| Kurtosis | -1.3994216 |
| Mean | 968.56389 |
| Median Absolute Deviation (MAD) | 4.55 |
| Skewness | -0.13583453 |
| Sum | 139473.2 |
| Variance | 25.049316 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 961.9 | 4 | 2.8% |
| 972.1 | 3 | 2.1% |
| 974 | 3 | 2.1% |
| 973.3 | 3 | 2.1% |
| 965.9 | 3 | 2.1% |
| 962.1 | 3 | 2.1% |
| 971.3 | 3 | 2.1% |
| 972.7 | 3 | 2.1% |
| 970.9 | 3 | 2.1% |
| 960.9 | 3 | 2.1% |
| Other values (84) | 113 |
| Value | Count | Frequency (%) |
| 960.2 | 1 | 0.7% |
| 960.5 | 1 | 0.7% |
| 960.6 | 1 | 0.7% |
| 960.7 | 1 | 0.7% |
| 960.8 | 2 | |
| 960.9 | 3 | |
| 961 | 1 | 0.7% |
| 961.2 | 1 | 0.7% |
| 961.3 | 1 | 0.7% |
| 961.4 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 976.8 | 1 | |
| 976.7 | 1 | |
| 976.2 | 1 | |
| 976.1 | 1 | |
| 975.8 | 1 | |
| 975.7 | 1 | |
| 975.5 | 1 | |
| 975.4 | 2 | |
| 975.2 | 2 | |
| 974.9 | 2 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | complex_area | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | -0.447 | 0.559 | -0.575 | -0.529 | -0.284 | -0.257 | 0.585 | 0.303 | 0.318 | -0.364 | -0.042 | -0.127 | -0.044 | 0.571 | 0.499 | 0.533 | 0.541 | -0.018 | -0.061 | 0.252 | -0.004 | -0.315 | 0.140 | 0.394 |
| Total_Population | -0.447 | 1.000 | -0.724 | 0.779 | 0.971 | 0.947 | -0.339 | -0.782 | -0.157 | -0.496 | 0.467 | -0.553 | 0.712 | 0.467 | -0.762 | -0.199 | -0.755 | -0.771 | -0.108 | -0.107 | -0.172 | -0.105 | 0.343 | 0.013 | 0.446 |
| Households | 0.559 | -0.724 | 1.000 | -0.985 | -0.803 | -0.609 | 0.074 | 0.984 | 0.407 | 0.728 | -0.813 | 0.133 | -0.540 | -0.143 | 0.985 | 0.579 | 0.962 | 0.964 | 0.012 | -0.050 | 0.113 | 0.002 | -0.368 | 0.085 | 0.649 |
| Population_per_Households | -0.575 | 0.779 | -0.985 | 1.000 | 0.856 | 0.652 | -0.059 | -0.999 | -0.362 | -0.744 | 0.786 | -0.144 | 0.541 | 0.157 | -0.995 | -0.584 | -0.976 | -0.979 | -0.066 | -0.008 | -0.150 | -0.059 | 0.388 | -0.039 | 0.670 |
| Male_Population | -0.529 | 0.971 | -0.803 | 0.856 | 1.000 | 0.860 | -0.187 | -0.859 | -0.208 | -0.571 | 0.530 | -0.438 | 0.640 | 0.388 | -0.840 | -0.324 | -0.838 | -0.853 | -0.112 | -0.096 | -0.188 | -0.111 | 0.368 | 0.006 | 0.485 |
| Female_Population | -0.284 | 0.947 | -0.609 | 0.652 | 0.860 | 1.000 | -0.584 | -0.655 | -0.109 | -0.396 | 0.428 | -0.660 | 0.797 | 0.534 | -0.637 | -0.023 | -0.632 | -0.645 | -0.092 | -0.119 | -0.129 | -0.080 | 0.293 | 0.014 | 0.406 |
| Male_Female_Ratio | -0.257 | -0.339 | 0.074 | -0.059 | -0.187 | -0.584 | 1.000 | 0.063 | -0.064 | -0.025 | -0.143 | 0.695 | -0.688 | -0.561 | 0.060 | -0.485 | 0.075 | 0.077 | 0.019 | 0.069 | -0.039 | -0.008 | -0.045 | -0.034 | 0.370 |
| Population_aging_Ratio | 0.585 | -0.782 | 0.984 | -0.999 | -0.859 | -0.655 | 0.063 | 1.000 | 0.368 | 0.735 | -0.784 | 0.148 | -0.543 | -0.159 | 0.995 | 0.582 | 0.975 | 0.978 | 0.061 | 0.004 | 0.148 | 0.054 | -0.385 | 0.045 | 0.754 |
| Power_usage | 0.303 | -0.157 | 0.407 | -0.362 | -0.208 | -0.109 | -0.064 | 0.368 | 1.000 | 0.101 | -0.299 | -0.050 | -0.146 | 0.009 | 0.405 | 0.303 | 0.258 | 0.263 | -0.809 | -0.576 | -0.483 | -0.811 | 0.298 | 0.717 | 0.279 |
| Num_of_Business | 0.318 | -0.496 | 0.728 | -0.744 | -0.571 | -0.396 | -0.025 | 0.735 | 0.101 | 1.000 | -0.579 | -0.033 | -0.337 | -0.067 | 0.724 | 0.516 | 0.764 | 0.757 | 0.219 | 0.074 | 0.101 | 0.221 | -0.288 | -0.153 | 0.408 |
| Business_above_100 | -0.364 | 0.467 | -0.813 | 0.786 | 0.530 | 0.428 | -0.143 | -0.784 | -0.299 | -0.579 | 1.000 | 0.015 | 0.449 | -0.045 | -0.782 | -0.480 | -0.789 | -0.780 | -0.073 | 0.017 | -0.113 | -0.070 | 0.361 | -0.019 | 0.599 |
| annual_household_income | -0.042 | -0.553 | 0.133 | -0.144 | -0.438 | -0.660 | 0.695 | 0.148 | -0.050 | -0.033 | 0.015 | 1.000 | -0.726 | -0.776 | 0.147 | -0.601 | 0.132 | 0.147 | -0.008 | 0.046 | 0.071 | -0.023 | -0.049 | -0.022 | 0.723 |
| High_School_Graduate_num | -0.127 | 0.712 | -0.540 | 0.541 | 0.640 | 0.797 | -0.688 | -0.543 | -0.146 | -0.337 | 0.449 | -0.726 | 1.000 | 0.747 | -0.544 | 0.053 | -0.529 | -0.533 | -0.011 | -0.053 | -0.034 | 0.010 | 0.201 | -0.010 | 0.572 |
| High_School_Graduate_ratio | -0.044 | 0.467 | -0.143 | 0.157 | 0.388 | 0.534 | -0.561 | -0.159 | 0.009 | -0.067 | -0.045 | -0.776 | 0.747 | 1.000 | -0.154 | 0.378 | -0.151 | -0.164 | 0.002 | -0.088 | -0.055 | 0.014 | 0.026 | 0.023 | 0.477 |
| personal_expense | 0.571 | -0.762 | 0.985 | -0.995 | -0.840 | -0.637 | 0.060 | 0.995 | 0.405 | 0.724 | -0.782 | 0.147 | -0.544 | -0.154 | 1.000 | 0.587 | 0.963 | 0.966 | 0.033 | -0.016 | 0.105 | 0.025 | -0.345 | 0.050 | 0.638 |
| benefits_vs_personal_expense | 0.499 | -0.199 | 0.579 | -0.584 | -0.324 | -0.023 | -0.485 | 0.582 | 0.303 | 0.516 | -0.480 | -0.601 | 0.053 | 0.378 | 0.587 | 1.000 | 0.568 | 0.559 | 0.025 | -0.036 | -0.006 | 0.030 | -0.193 | 0.038 | 0.538 |
| employment_ratio | 0.533 | -0.755 | 0.962 | -0.976 | -0.838 | -0.632 | 0.075 | 0.975 | 0.258 | 0.764 | -0.789 | 0.132 | -0.529 | -0.151 | 0.963 | 0.568 | 1.000 | 0.999 | 0.164 | 0.086 | 0.192 | 0.152 | -0.410 | -0.037 | 0.593 |
| employment_insurance_ratio | 0.541 | -0.771 | 0.964 | -0.979 | -0.853 | -0.645 | 0.077 | 0.978 | 0.263 | 0.757 | -0.780 | 0.147 | -0.533 | -0.164 | 0.966 | 0.559 | 0.999 | 1.000 | 0.158 | 0.087 | 0.194 | 0.148 | -0.410 | -0.033 | 0.571 |
| Average_Temp | -0.018 | -0.108 | 0.012 | -0.066 | -0.112 | -0.092 | 0.019 | 0.061 | -0.809 | 0.219 | -0.073 | -0.008 | -0.011 | 0.002 | 0.033 | 0.025 | 0.164 | 0.158 | 1.000 | 0.742 | 0.524 | 0.992 | -0.387 | -0.875 | 0.000 |
| Monthly_Rainfall | -0.061 | -0.107 | -0.050 | -0.008 | -0.096 | -0.119 | 0.069 | 0.004 | -0.576 | 0.074 | 0.017 | 0.046 | -0.053 | -0.088 | -0.016 | -0.036 | 0.086 | 0.087 | 0.742 | 1.000 | 0.528 | 0.709 | -0.230 | -0.672 | 0.000 |
| Average_Relative_Humadity | 0.252 | -0.172 | 0.113 | -0.150 | -0.188 | -0.129 | -0.039 | 0.148 | -0.483 | 0.101 | -0.113 | 0.071 | -0.034 | -0.055 | 0.105 | -0.006 | 0.192 | 0.194 | 0.524 | 0.528 | 1.000 | 0.498 | -0.712 | -0.282 | 0.118 |
| Ground_Temp | -0.004 | -0.105 | 0.002 | -0.059 | -0.111 | -0.080 | -0.008 | 0.054 | -0.811 | 0.221 | -0.070 | -0.023 | 0.010 | 0.014 | 0.025 | 0.030 | 0.152 | 0.148 | 0.992 | 0.709 | 0.498 | 1.000 | -0.380 | -0.878 | 0.000 |
| Average_Wind | -0.315 | 0.343 | -0.368 | 0.388 | 0.368 | 0.293 | -0.045 | -0.385 | 0.298 | -0.288 | 0.361 | -0.049 | 0.201 | 0.026 | -0.345 | -0.193 | -0.410 | -0.410 | -0.387 | -0.230 | -0.712 | -0.380 | 1.000 | 0.089 | 0.118 |
| Average_Pressure | 0.140 | 0.013 | 0.085 | -0.039 | 0.006 | 0.014 | -0.034 | 0.045 | 0.717 | -0.153 | -0.019 | -0.022 | -0.010 | 0.023 | 0.050 | 0.038 | -0.037 | -0.033 | -0.875 | -0.672 | -0.282 | -0.878 | 0.089 | 1.000 | 0.000 |
| complex_area | 0.394 | 0.446 | 0.649 | 0.670 | 0.485 | 0.406 | 0.370 | 0.754 | 0.279 | 0.408 | 0.599 | 0.723 | 0.572 | 0.477 | 0.638 | 0.538 | 0.593 | 0.571 | 0.000 | 0.000 | 0.118 | 0.000 | 0.118 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 5828.838710 | 23478.0 | 10347.0 | 2.269063 | 11748.0 | 11730.0 | 1.001535 | 26.9 | 18360000.0 | 575.0 | 5.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2222.0 | 0.094642 | -3.3 | 39.7 | 71.0 | -0.2 | 2.1 | 973.5 |
| 2010-02-01 | 5624.964286 | 23472.0 | 10353.0 | 2.267169 | 11734.0 | 11738.0 | 0.999659 | 26.9 | 17157000.0 | 620.0 | 5.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2264.0 | 0.096455 | 1.0 | 111.1 | 71.0 | 2.7 | 1.8 | 971.3 |
| 2010-03-01 | 5036.870968 | 23470.0 | 10364.0 | 2.264570 | 11718.0 | 11752.0 | 0.997107 | 27.0 | 15226000.0 | 765.0 | 4.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2430.0 | 0.103536 | 4.4 | 72.7 | 68.0 | 6.1 | 2.3 | 970.7 |
| 2010-04-01 | 4423.466667 | 23529.0 | 10399.0 | 2.262621 | 11735.0 | 11794.0 | 0.994997 | 27.0 | 15163000.0 | 925.0 | 3.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2494.0 | 0.105997 | 8.3 | 97.1 | 64.0 | 10.5 | 2.3 | 969.6 |
| 2010-05-01 | 4741.741935 | 23522.0 | 10411.0 | 2.259341 | 11740.0 | 11782.0 | 0.996435 | 27.0 | 12450000.0 | 965.0 | 3.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2535.0 | 0.107771 | 15.8 | 128.0 | 66.0 | 18.2 | 2.0 | 964.1 |
| 2010-06-01 | 4985.833333 | 23452.0 | 10415.0 | 2.251752 | 11696.0 | 11756.0 | 0.994896 | 27.1 | 10509000.0 | 1023.0 | 3.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2449.0 | 0.104426 | 21.2 | 35.7 | 71.0 | 25.1 | 1.4 | 963.4 |
| 2010-07-01 | 5038.419355 | 23400.0 | 10401.0 | 2.249784 | 11678.0 | 11722.0 | 0.996246 | 27.1 | 9865000.0 | 762.0 | 3.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2467.0 | 0.105427 | 23.8 | 375.8 | 80.0 | 25.7 | 1.6 | 962.6 |
| 2010-08-01 | 5937.935484 | 23373.0 | 10389.0 | 2.249783 | 11665.0 | 11708.0 | 0.996327 | 27.1 | 10752000.0 | 832.0 | 3.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2539.0 | 0.108630 | 25.4 | 675.9 | 81.0 | 27.4 | 1.6 | 965.3 |
| 2010-09-01 | 5877.766667 | 23332.0 | 10390.0 | 2.245621 | 11635.0 | 11697.0 | 0.994699 | 27.1 | 10854000.0 | 874.0 | 3.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2528.0 | 0.108349 | 20.2 | 218.9 | 80.0 | 23.0 | 1.5 | 967.3 |
| 2010-10-01 | 5673.096774 | 23423.0 | 10474.0 | 2.236299 | 11664.0 | 11759.0 | 0.991921 | 27.2 | 11189000.0 | 930.0 | 3.0 | 346308.0 | 840.0 | 265.0 | 1.099585 | 22910253.0 | 116.2 | 2571.0 | 0.109764 | 11.9 | 59.7 | 77.0 | 14.9 | 1.4 | 971.3 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 6724.193548 | 21946.0 | 11528.0 | 1.903713 | 10946.0 | 11000.0 | 0.995091 | 34.6 | 20237130.0 | 1272.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3744.0 | 0.170601 | 7.2 | 109.3 | 74.0 | 9.0 | 1.5 | 970.9 |
| 2021-04-01 | 6768.866667 | 21910.0 | 11529.0 | 1.900425 | 10935.0 | 10975.0 | 0.996355 | 34.6 | 18302118.0 | 1558.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3833.0 | 0.174943 | 11.6 | 50.8 | 63.0 | 13.8 | 1.8 | 970.3 |
| 2021-05-01 | 6833.258065 | 21902.0 | 11551.0 | 1.896113 | 10925.0 | 10977.0 | 0.995263 | 34.7 | 15120379.0 | 1755.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3912.0 | 0.178614 | 15.2 | 117.9 | 77.0 | 17.4 | 1.6 | 962.7 |
| 2021-06-01 | 7066.300000 | 21880.0 | 11557.0 | 1.893225 | 10922.0 | 10958.0 | 0.996715 | 34.8 | 13999445.0 | 1726.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3886.0 | 0.177605 | 20.6 | 150.0 | 81.0 | 22.9 | 1.1 | 961.8 |
| 2021-07-01 | 7530.612903 | 21854.0 | 11557.0 | 1.890975 | 10906.0 | 10948.0 | 0.996164 | 34.9 | 13964950.0 | 1327.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3976.0 | 0.181935 | 24.2 | 203.6 | 85.0 | 27.5 | 1.0 | 962.9 |
| 2021-08-01 | 7733.225806 | 21811.0 | 11561.0 | 1.886602 | 10882.0 | 10929.0 | 0.995700 | 35.0 | 15999350.0 | 1221.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3953.0 | 0.181239 | 23.2 | 380.7 | 89.0 | 26.2 | 1.0 | 963.0 |
| 2021-09-01 | 7793.166667 | 21755.0 | 11566.0 | 1.880944 | 10852.0 | 10903.0 | 0.995322 | 35.1 | 15505600.0 | 1212.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3995.0 | 0.183636 | 19.8 | 111.8 | 86.0 | 23.2 | 1.2 | 967.1 |
| 2021-10-01 | 7929.903226 | 21731.0 | 11581.0 | 1.876436 | 10830.0 | 10901.0 | 0.993487 | 35.3 | 14753686.0 | 1267.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3990.0 | 0.183609 | 12.6 | 49.8 | 82.0 | 15.3 | 1.0 | 973.6 |
| 2021-11-01 | 7397.733333 | 21723.0 | 11581.0 | 1.875745 | 10822.0 | 10901.0 | 0.992753 | 35.4 | 19012401.0 | 1306.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3962.0 | 0.182387 | 5.6 | 92.2 | 78.0 | 6.5 | 1.3 | 971.6 |
| 2021-12-01 | 7424.548387 | 21695.0 | 11584.0 | 1.872842 | 10812.0 | 10883.0 | 0.993476 | 35.6 | 23091343.0 | 1322.0 | 1.0 | 485855.0 | 1213.0 | 143.0 | 0.866667 | 46310342.0 | 172.8 | 3789.0 | 0.174649 | 0.2 | 5.0 | 72.0 | 1.3 | 1.7 | 975.2 |